…An Open-Source Agentic Modeling Framework (2026) Auditing Agent Harness Safety (2026) SafeHarbor: Hierarchical Memory-Augmented Guardrail for LLM Agent Safety (2026) Security Risks in Tool-Enabled AI Agents: A Systematic Analysis…
…Scaling Interleaved Deliberation in Tool-Integrated Reasoning via Process-Supervised Reinforcement Learning (2026) Process Reward Agents for Steering Knowledge-Intensive Reasoning (2026) Learning Agent-Compatible Context Management for Long-Horizon Tasks (2026…
…Generated by Qwen/Qwen2.5-Coder-32B-Instruct Search Agents -- large language models augmented with search tools -- have intensified the need for future-proof evaluation benchmarks. Existing benchmarks such as BrowseComp rely…
…Generated by Qwen/Qwen2.5-Coder-32B-Instruct AI agent performance depends critically on the runtime harness , comprising the prompts , tools , memory , and control flow that mediate how a model observes, reasons…
…Collaborative Agents for Dynamic Prompt Optimization in Large Language Models (2026) SPEAR: Code-Augmented Agentic Prompt Optimization (2026) Prompting Policies for Multi-step Reasoning and Tool-Use in Black-box LLMs with…
…Benchmarking Agent-as-a-Judge for Environment-Aware Evaluation (2026) AgentEscapeBench: Evaluating Out-of-Domain Tool-Grounded Reasoning in LLM Agents (2026) Terminal-World: Scaling Terminal-Agent Environments via Agent Skills (2026…
…agent scaffold remains static after deployment, and standard video-QA benchmarks do not test whether agents can use visual evidence inside tool-using workspaces. We present VisualClaw, a self-evolving multimodal agent…
…A Data Model for Durable Intermediate Artifacts in Agentic Systems (2026) Evoflux: Inference-Time Evolution of Executable Tool Workflows for Compact Agents (2026) Diagnosing Knowledge Gaps in LLM Tool Use: An Agentic…
…The reported 86% success rate across 50 solid-mechanics benchmarks suggests that agentic systems can do more than chat or code generation: they can orchestrate specialized engineering tools end to end. I…
…2026) Agent JIT Compilation for Latency-Optimizing Web Agent Planning and Scheduling (2026) Step-level Optimization for Efficient Computer-use Agents (2026) Complete Cyclic Subtask Graphs for Tool-Using LLM Agents: Flexibility…